Cited by 54Microbial Metabolic Engineering and BioproductionBioinformatics and Genomic NetworksGene Regulatory Network Analysis

Genome-scale models in human metabologenomics

Mardinoglu, Adil, Palsson, Bernhard Ø.·2025·Nature Reviews Genetics

Abstract

Metabologenomics integrates metabolomics with other omics data types to comprehensively study the genetic and environmental factors that influence metabolism. These multi-omics data can be incorporated into genome-scale metabolic models (GEMs), which are highly curated knowledge bases that explicitly account for genes, transcripts, proteins and metabolites. By including all known biochemical reactions catalysed by enzymes and transporters encoded in the human genome, GEMs analyse and predict the behaviour of complex metabolic networks. Continued advancements to the scale and scope of GEMs - from cells and tissues to microbiomes and the whole body - have helped to design effective treatments and develop better diagnostic tools for metabolic diseases. Furthermore, increasing amounts of multi-omics data are incorporated into GEMs to better identify the underlying mechanisms, biomarkers and potential drug targets of metabolic diseases.

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Crossref · 10.1038/s41576-024-00768-0

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  • Flux balance analysis methods have been applied to many cells, from simple bacteria to eukaryotes such as yeast and human cells, to predict fluxes through metabolic reactions.

    “Flux balance analysis (FBA) methods have been applied to many cells, from simple bacteria to eukaryotes such as yeast and human cells, to predict fluxes through metabolic reactions.”

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Authors
Mardinoglu, A., & Palsson, B. Ø.
Affiliations
Novo Nordisk Foundation (DK)
Corresponding author
Palsson, Bernhard Ø.
Venue
Nature Reviews Genetics
Published
2024-09-19
Volume
26
Issue
2
Pages
123-140
ISSN
  • 1471-0056 (ISSN-L)
  • 1471-0064
OpenAlex
W4402644419
Cited by
54
References
12
Citations by year
2026: 25 · 2025: 24 · 2024: 5
FWCI
2.20
Type
journal article
Language
en
Open access
closed
Locations
  • Nature Reviews Genetics (publishedVersion)
  • PubMed (publishedVersion)
  • Research Portal (King's College London) (submittedVersion)
  • Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU) (submittedVersion)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bioinformatics and Genomic Networks
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gene Regulatory Network Analysis
Keywords
genome-scale metabolic models, multi-omics integration, metabolic disorders, metabolic networks, human microbiome, biomarkers, therapeutic target, metabolic disease diagnosis
MeSH terms
Humans, Metabolic Diseases, Genome, Human, Genomics, Metabolic Networks and Pathways, Metabolomics, Metabolome

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